{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "plt.rcParams['font.family'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_man=pd.read_excel('体测分数_男生.xls')\n",
    "data_women=pd.read_excel('体测分数_女生.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_man['1000米分段']=pd.cut(data_man['男1000米跑分数'],bins=3)\n",
    "data_man['男引体分段']=pd.cut(data_man['男引体分数'],bins=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#男1000米等宽 饼图\n",
    "edu = data_man['1000米分段'].value_counts()\n",
    "plt.figure(figsize=(9,9))\n",
    "_ = plt.pie(edu,autopct='%0.2f%%',\n",
    "            labels=edu.index,wedgeprops={'width':0.5},\n",
    "            pctdistance=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dRUSqxi3AZ/KZZIt1ECkNFYGIiqeyBxP8g9YeASLSW/cAR+UzySXWQaT/VAQiKJ7KfoJgy+DB1llEpGr9Fzgsn0kutA4i/aMiEDHxVPYw4DqCS4NERPpjOvBRlYHqphWgERJPZY8EbkAlQERKYzfgtngqq3VGVUxFICLiqewRBOcGDLDOIiI1ZW8gG09lh1gHkb7R1EAEFBcG/geNBIhI+dwFfEpXE1QfFYEaF09lpxCs8NXQnYiUW5bgGGPtM1BFNDVQw+Kp7A7AbagEiEhlJIEr46ns+g+WkFBREahR8VR2S+BOYLR1FhGJlGOBZp1NUD1UBGpQPJXdhKAE9OyUFxGR0joJ+I11COkZFYEaUzxK+A5gknUWEYm0s+Op7DnWIWTDtFiwhsRT2UbgduAj1llERAAPfC6fSV5lHUS6pxGB2vI3VAJEJDwcwXqBqdZBpHsqAjUinsr+EPiSdQ4RkbUMAK6Pp7LbWQeRrmlqoAbEU9njgasI2reISBjNBvbJZ5LzrYPImlQEqlw8ld0HuBftGigi4fcocHA+k2y1DiIf0tRAFYunsnGC44RVAkSkGuwL/Mk6hKxJRaBKxVPZYcAtwMbWWUREeuEr8VT2NOsQ8iEVgep1KbCjdQgRkT7433gqu791CAmoCFSh4iYdn7HOISLSR43AtHgqO9E6iGixYNUpXo97N9BgnUVEpJ8eB6bmM8kV1kGiTCMCVSSeyo4HrkYlQERqw17An61DRJ2KQJUobh/8b2AT6ywiIiV0cjyVPdU6RJSpCFSPCwEtrhGRWvT7eCq7g3WIqNIagSoQT2WPIxgNEBGpVc8Ce+YzyRbrIFGjEYGQi6eymxIcJiQiUst2An5rHSKKVARCLJ7K1gGXA6Oss4iIVMDp8VT2GOsQUaMiEG7fAQ62DiEiUkGXxFPZzaxDRInWCIRUPJXdneCAjgHWWUREKuwhgsOJOqyDRIFGBEIonsoOAa5AJUBEoukA4EfWIaJCRSCcfgNMtg4hImLox/FUdhfrEFGgqYGQiaeySYJTBUVEom46sFc+k2y3DlLLNCIQIvFUdgTwV+scIiIhsRvwA+sQtU5FIFzOBza1DiEiEiI/jqeyCesQtUxTAyFRPFXwPsAZRxERCZungH00RVAeGhEIgXgqOwi4GJUAEZGu7AF8zzpErVIRCIefANtahxARCbGf6mCi8lARMBZPZXcFvmudQ0Qk5AYAf7EOUYtUBAzFU9l64BKgwTqLiEgVmBpPZU+yDlFrVARsnUYw9yUiIj1zQfFSaykRFQEj8VR2I+Bn1jlERKrMeCBtHaKWqAjY+TmwkXUIEZEq9I14KruTdYhaoSJgIJ7K7gx8zTqHiEiVagD+aB2iVmhDIQPxVPY+4CDrHBI5ncAbxY8CsBhY1M2vHcBgYMhqH2v/eSzBTpibodEtsXFSPpP8f9Yhqp2KQIXFU9nPANdY55Ca1Qm8Ccxa7eOV4q+z85lkazmeNJ7KDgU2B7ZZ7WNbYHcgVo7nFAHeBrbJZ5LLrINUMxWBCoqnsoOBFwl+YIqUwlLgUeAh4EHgsXwmudQ20ofiqawDdgD2Xe1jMtpFU0rnx/lM8jzrENVMRaCC4qnsuehKAemfeQQv+itf+GdU2/7r8VR2FLA3QSmYChwI1JuGkmq2CJiUzyQXWAepVioCFRJPZUcDswFd/yq99Rrwb+Df+UzySeswpVb8t3EUcDTwCWCgbSKpQn/IZ5Lfsg5RrVQEKiSeyl4AfMc6h1SNmn7x7048lR0OHA4cU/x1mG0iqRKtwHb5TDJvHaQaqQhUQDyVnUiwYGuQdRYJtTeAq4jYi393iqdyfgL4KpBElzvL+l2RzyQ/bx2iGqkIVEA8lf0r2jdAuvcQ8Hvghnwm2WEdJoziqWwcOAM4BV2qKF3zwO75THKGdZBqoyJQZvFUdhLwAtBonUVCpRW4mmBu8ynrMNWieOXNZ4Ezgd2M40j43JHPJD9pHaLaqAiUWTyVvQL4nHUOCY35wF+BP+czyXesw1SzeCq7H0EhOB5ddSAfmprPJB+0DlFNVATKKJ7KJoAZaG5TYC7wP8A/85nkCuswtSSeyk4GziNYYCiiUYFeUhEoo3gqey364RR1S4ALgN+EaaOfWhRPZfcCfgV81DqLmNtTC257TkWgTOKp7HbA82g0IKragUuAdD6TfNc6TJTEU9lDCArB7tZZxMyN+Uzy09YhqoVepMrne+i/b1TdCCTymeTpKgGVl88k7wCmACcSnLEg0XNkcWpWekAjAmVQ3DdgNjDAOotU1HTgLC1UCo94KjsAOBdIERxdK9FxVT6T/Kx1iGqgd6zlcQ4qAVGyAvghsJdKQLjkM8nWfCZ5LsEIwdPWeaSijo+nsttah6gGKgIlVjxQ5VTrHFIxDwO75DPJX1Xb4T9Rks8knyE46OiHBMVNal8d8APrENVARaD0vo72R4+CFQTrQKbmM8mXrMPIhuUzyfZ8JvkrYFfgEes8UhEnxVPZ8dYhwk5FoISKu5590zqHlF2OYBrggnwm2WkdRnonn0m+SHD08beAFuM4Ul6NwGnWIcJORaC0vgiMtQ4hZfU7gmuUZ1oHkb7LZ5Kd+UzyD8D+wOvWeaSsvlZcNCrdUBEorTOsA0jZLAdOymeS52hnwNqRzySfBvYA7rLOImUzDjjBOkSYqQiUSDyVPQDY2TqHlMUc4MB8Jvn/rINI6eUzyfeAQ4HzrbNI2WjKdj1UBEpHowG16RFgik4IrG35TLIjn0mmgOOAxdZ5pOSmxFPZfa1DhJWKQAnEU9lxwLHWOaTk/g58RLsDRkc+k7yW4DJDXQlSezQq0A0VgdL4CtpAqJa0A9/IZ5JfyWeSrdZhpLLymeQLwF7AA9ZZpKSOjaeyE6xDhJGKQD/FU9l6tIFQLWkBjsxnkn+0DiJ28pnkIoJ1A7dZZ5GSaQROsQ4RRioC/XcEsLl1CCmJZcAR+UzyP9ZBxF4+k1wOHAVca51FSqYpnso66xBhoyLQf1+zDiAlsQQ4PJ9J3m0dRMKjODV0AnCZdRYpiUkEm0nJalQE+qG4SPAQ6xzSb4uBQ/OZ5P3WQSR88plkB/Al4M/GUaQ0vmQdIGxUBPrns0C9dQjplwLwiXwm+bB1EAmvfCbp85nk19FeA7XgM/FUdqh1iDBREeifL1gHkH75APhYPpN8zDqIVIfiXgPnWeeQfhlGsF+EFKkI9FE8ld0B2N06h/TZEuDj2ihIeiufSf4YuMQ6h/TLl6wDhImKQN9pNKB6dQKfLe4zL9IXpwE3WoeQPjsonspuaR0iLFQE+qB4+cnnrHNIn52TzyRvsQ4h1au4gPBEQGtLqpMDPm8dIixUBPrmILR3QLX6U/H4WZF+yWeSLcCngVets0ifaJ1AkYpA36hJVqf/AGdZh5Dakc8kFwBJgoWnUl12jqey21iHCAMVgV4qbil8lHUO6bWZwAnFIV2Rkslnki8RHDrWZp1Fek2HxaEi0BcHAGOsQ0ivvEOwdbCOl5WyyGeS9wIp6xzSa5oeQEWgLz5tHUB6pRM4MZ9JvmkdRGre7wimn6R67BFPZePWIaypCPSepgWqy6+1dbBUQj6T9ATXp79jHEV6J/LTAyoCvRBPZXcBdO1p9XgS+Il1CImOfCY5j2CPEW+dRXos8tMDKgK9o2mB6rEUOCmfSWoBl1RUPpO8C51JUE32jqeyE61DWFIR6B0Vgepxdj6TfNk6hETWucB/rUNIjzjgUOsQllQEeiieym4B7GqdQ3rkhnwmebF1CImufCbZTnA6acE6i/TIJ60DWFIR6LmkdQDpkbnAV6xDiOQzyTzwbesc0iMfL+4RE0kqAj13iHUA6ZEz8pnke9YhRIouBXTMdfiNAva0DmFFRaAH4qlsA/AR6xyyQXfmM8kbrEOIrFS8pPDrBPtZSLhFdnpARaBn9gJGWIeQ9WoHvmUdQmRt+UzyKUBrVsJPRUC6d37D/035VN0jTw1mxTLrLNKtP+UzyeetQ4h044eApqzCba94KjvSOoQFFYEeOKHh/mMuGvDHPZ4f+OWG6QNPnfG/jRfdd2DdzGfr6Wi3ziYAzAd+ah1CpDv5TPJ94AfWOWS96oGPW4ew0GAdIPTSsUHAPgDOMWAUS3Y9sv5Rjqx/FO9ZPJeNXrirY4/l0zqmTpjpJ+lISxs/ymeSukxLwu4Sgita9rIOIt36KDDNOkSlOe+1E+Z6pWMfBe7uyZd2eDf/NT9+VrZz745rO6Zu+YYft2mZ0wk8DeyZzyS1GEtCL57KTgEeJ9jERsJnZj6T3MU6RKWpCGxIOvZz4Md9uWubr3/9OR9/48aO/Rpu7Nhv2/eJjS5xOoED85nkQ9YhRHoqnsreCBxpnUO61AmMymeSi6yDVJKmBjbs4L7esdF1bLGre3WLXete5ScNl/vlDHj5qc7t5l7bceDQOzqnbL+MQUNLmDOK7lEJkCp0HioCYVVHMBV8h3WQStKIwPqkYw3AYmBQqR/ae9oKDH3hoc6d3p/WcdBGD3XutH07DY2lfp4ad0g+k7zTOoRIb8VT2TuAT1jnkC79LJ9JRmrxsUYE1m8nylACAJyjcSRLdz6i/jGOqH8M71nyLqOeuatj96XTOg7aZIaftC04zSN27ymVAKliv0BFIKz2tw5QaRoRWJ907CsYbQTS6d2CvB8369bOvduv7Thwi9f8hM0tcoTY8flM8t/WIUT6Kp7KPgAcaJ1D1rEEGJnPJDusg1SKRgTWb4rVE9c5P2Yr986YM+tu5MyGG2nz9XNe9Ju9dmPH/vU3dOy/zQJGjrXKFgKzgGutQ4j00y+A261DyDqGAbsQXJEUCRoRWJ907ElgD+sYa/Me38KAV6Z3bv32dZ0HDvlPx16TlzJ4uHWuCjpVxwxLLYinso8T4cNuQuwb+Uzyj9YhKkUjAt1JxwYACesYXXEON5jWbfarf36b/eqf54KG/2tfxJDco507vvfvjqmjHujcZfs2GgZY5yyTt4Fm6xAiJfJL4HrrELKO3awDVJKKQPcSQFW8mDpHQ4xliUPrn+DQ+ifwnmXzGTnzno5dl0zrOGjcU36b7Tx1tbKd9B/ymWSrdQiRErkFeAfYxDqIrCFSmwppaqA76djXgL9axyiFTu/ef8Nv/NJtnXu2TeuYusUrftMtrDP1UTswMZ9JzrMOIlIq8VT2AuA71jlkDS3AsKgsGNSIQPfMFgqWWp3zG8Xdu/ueVncLpzXcQruve+slv9lrN3Xs527o2H+bd9loY+uMPXSHSoDUoH+iIhA2g4DtgEicaKoi0L2aKQJra3CdE3d0r0/cse51ftB4JS2+8dUZfus513UcMPjWjr0nL2HICOuM3bjcOoBIqeUzyefiqewTaNFg2OyCikCEpWMDgR2tY1TKINc2aR/3wqR96l7g/IaLO5Yw+LlHO3eYP61jauy+zl13aKVxoHVGgh0eb7QOIVIm/0BFIGx2Aa60DlEJKgJdmwREcrtf56gfzvIdD6l/ikPqn8J7li8g9vS9HbssmtZx0MZP+O0mGy08vDafSS43eF6RSrgS+B0QhtItgcgsGFQR6No21gHCwjkGj6Ww+/END3B8wwN0ehbO8WNfuq1zzxXXdkzd7CW/+ZYViqJpAalZ+UxyYTyVvQE4wTqLrBKZIqCrBrqSjn0HuMA6RjXo8HVzZ/mJr97csa+7ruPASXMZXY7LoOYAW+Qzyc4yPLZIKMRT2UOB/1jnkDWMzmeS71uHKDeNCHRNIwI9VO86x092b46fXPcm3228hhW+YfZMv9Wc6zsOGHhLxz6TFzEsVoKn+X8qARIBdxPscz/MOoisMgmo+SJQK5vMlJqKQB8NdO1b7Vn38tRfNl669zMDTx327MCTn/974wX3HVb32PSBtLb08WF1roDUvHwm2Qbca51D1jDJOkAlaESga9taB6gFzlE/jJYdPlY/fYeP1U/He1reZ/j0+zt3KUzrmDr2v507TO6krn4DD/Me8GQl8oqEwO3Ap6xDyCoqApGUjg0BJljHqEXOMWg0i3c7pv4hjql/CO8pvMWYF+/omNIyrWPqps/7eFf/6O7UtIBEiE4jDBcVgYjaGnDWIaLAOWKbsmDvkxtu4+SG2+jw7t1X/MRXsh37+Os6D7ui1tAAACAASURBVNxqjh87Af1glAjJZ5KvxFPZ2cBW1lkEUBGILK0PMFLv/Ljt3Jxx29VN4xym0eobXvt9+7G3Q9I6mkgl3Q6cbh1CgIgUAS0WXJeKQEgMcO2d3zvvb3Otc4hUmEbBwmNCPJUdZB2i3FQE1hWJBlglHrAOIGLgHqDNOoQAwTRxzU/TqAisSwsFw0NFQCInn0kuBp62ziGrbG4doNxUBNZVLUfyRoGKgETVDOsAsso46wDlpiKwrpr/n14l3iZdmG0dQsTIM9YBZJWaf01QEViXRgTC4VnrACKGVATCoxznp4SKisDq0rEYOgY0LGZZBxAxNBPQiXDhoBGBiNFoQHioCEhk5TPJJYCmxsJBRSBiav5/eBVREZCo0/RAONT864KKwJo0IhAeKgISdSoC4aA1AhFT882vSrQDr1mHEDGmIhAOo+OpbE1vx68isCYVgXDIky60W4cQMZa3DiBAsLvgCOsQ5aQisKYx1gEE0LSACMA71gFklWHWAcpJRWBNQ60DCKAiIAKwAOi0DiFAjb82qAisqeZPmaoSKgISeflMsoOgDIg9jQhEiIpAOLxqHUAkJDQ9EA4qAhGiIhAOi6wDiITEu9YBBFARiBQVgXBosQ4gEhIqAuGgNQIRoiIQDioCIgEVgXDQiECEqAiEg4qASEBFIBw0IhAhKgLhoCIgElhuHUAAaLQOUE4qAmtSEQgHFQGRQId1AAFq/LWypr+5PlARCAcVAZGAttoOB2cdoJxUBNY0wDqAACoCIiupCIRDTb9W1vSJSn2gf3T22kkXNBwqAgydlGlxDUu106Yx3zG0BZLWMcpGRWBNrdYBRKMBIivVDVg4FNjGOkfUubqFA60zlFNND3f0gYqAPf0/EPmQ3qyFQ00f/qQisKYV1gGEEaRjNb0wR6QXVATCQUUgQvRu1F4DMNI6hEhIqAiEg4pAhKgIhMNY6wAiITHcOoAANT5arCKwppr+n11FVAREAhOsAwgAi60DlJOKwJo0IhAOKgIiARWBcFARiBAVgXAYYx1AJCRUBMJBRSBCNDUQDhoREAmMtw4ggIpApGgzm3BQEZDISzQn6oBx1jkEUBGIlPetAwigIiACsDG6fDAsllgHKCcVgTXNtw4ggIqACGhaIEw0IhAhKgLhoOFQES0UDBMVgQhREQiHbUnH9HdTok5FIBxack25mj6ZVj9s16QiEA5DgEnWIUSM7WQdQIAIvC6oCKyp5v+HV5GEdQARY1OsAwgAb1sHKDcVgTWpCITHztYBRKwkmhP1wK7WOQSAudYByk1FYE0LAG8dQgCNCEi07UAwRSb2NCIQKelCO7DQOoYAsLt1ABFDe1gHkFVUBCJI0wPhECcd29g6hIgRrQ8ID00NRNA86wCyyt7WAUSMqAiEh0YEIug16wCyyj7WAUQqLdGcaAB2sc4hq2hEIIJetQ4gq2hEQKJoR2CQdQhZRSMCEfSKdQBZZS/SMR26IlGzn3UAWaWV4GqymqYisC6NCITHcOAj1iFEKuxI6wCyyiu5plzNX1KuIrAuFYFwOdo6gEilJJoTw1D5DZOXrANUgorA2tKF+cAi6xiyylGkY846hEiFHAoMtA4hq7xsHaASVAS6plGB8JiAFg1KdBxlHUDWoBGBCNOCwXA5xjqASLkVLxtMWueQNWhEIMI0IhAuWicgUXAgMMo6hKxBIwIRphGBcNmadExns0ut07RAuLyfa8rV/KWDoCLQnVnWAWQdGhWQWqfLBsMlEtMCoCLQnZnWAWQdWicgNSvRnNgF2NI6h6xBRSDS0oWFwBvWMWQNu5KO6Qel1KpTrAPIOp61DlApKgLdm2EdQNbxZesAIqWWaE4MBr5gnUPW8ZR1gEpREeieikD4nE46Ntg6hEiJHQ+MtA4ha/CoCAgw3TqArGMM8EXrECIl9jXrALKOV3JNuYJ1iEpREeje09YBpEvf0pbDUisSzYldgX2tc8g6IjMaACoC3UsX3gDmWceQdUwGDrcOIVIiZ1sHkC49aR2gklQE1u8J6wDSpW9bBxDpr0RzYhPgROsc0iUVAVlFRSCcPkI6tqt1CJF+OgMYYB1C1uGJ2NSwisD6qQiE1znWAUT6KtGcGAKcZp1DuvRyrim32DpEJakIrN/jBO1QwudE0rEJ1iFE+uhsYKx1COlS5N4AqgisT7qwgAjtLlVlGoFvWIcQ6a1Ec2IM8D3rHNKtB6wDVJqKwIbdax1AunUG6dgm1iFEeuknwAjrENKtyP3MVxHYsHusA0i3RgAZ6xAiPZVoTkxCawPCbE6uKRe5Y+hVBDbsfqDTOoR064ukY9qQRarFeQTTWhJOkRsNABWBDQtOItR2w+HlgItIx/R3WUIt0ZyYQnCugISXioB0S9MD4bYHOsZVwu8CguIq4aUiIN2K5F+OKnMe6ZhOcJNQSjQnDgcOts4h65XPNeXy1iEsqAj0zINAu3UIWa+xwM+sQ4isLdGcGAz81jqHbFBk3/CpCPREurCECG4yUYXOIB1LWIcQWcsvge2sQ8gGRXYKWEWg5yL7l6SK1AMXWYcQWSnRnDgIOMs6h2yQB+6yDmFFRaDnbrMOID1yEOnY56xDiCSaE8OAf6IFgtXgsVxT7h3rEFZUBHruEWCedQjpkT+Rjm1hHUIi77dA3DqE9MiN1gEsqQj0VLrQScT/slSRkcAVpGP11kEkmhLNicOAr1rnkB67yTqAJRWB3rnOOoD02P4Ee7qLVFSiOTEKuMQ6h/TYK7mm3PPWISypCPTOPcAi6xDSYz8iHTvQOoREzh8BHZFdPSI/0qsi0BvpQiuQtY4hPVYPXEk6trF1EImGRHOiCdBi1eqiImAdoApdbx1AemUicLXWC0i5JZoTBwB/s84hvbKAYCF4pKkI9N6tQIt1COmVg4HzrUNI7Uo0J7YkeJMwwDqL9MotuaZch3UIayoCvZUuLAXutI4hvfZt0rHPWIeQ2pNoTowAbgbGWGeRXtMILyoCfaW/PNXpUtKx3axDSO1INCfqgauAHa2zSK+9B/zHOkQYqAj0zU1Am3UI6bVhwO2kY9tbB5GacSFwmHUI6ZOrc005/RxHRaBv0oX3CNYKSPUZC9xJOraldRCpbonmxKnAt6xzSJ9dbh0gLFQE+u4f1gGkzyYCd5GO6Vpv6ZNEc+JjBPsFSHWalWvK/dc6RFioCPRdFnjXOoT02VYEZUALvKRXEs2JqQTXnjdaZ5E++5d1gDBREeirdKEd/WWqdtsDd5COxayDSHUo7hWQBYZaZ5F+0c/u1agI9M+l1gGk33YDbiUd0w92Wa9Ec2I/glXmw6yzSL88nGvKzbYOESYqAv2RLjwPPG4dQ/ptP+AG0rGB1kEknIrTAbehElALtEhwLSoC/adFg7Xh48B1GhmQtSWaE4cSlIDh1lmk31YA11iHCBsVgf67ElhuHUJK4nDgIdKxTa2DSDgkmhPHESwMHGydRUrimlxT7gPrEGGjItBf6UIB7TRYS3YFHicdm2IdRGwlmhNfJdg1UOcH1I6/WAcIIxWB0tCiwdoyHnhAZxNEU6I50ZhoTvyZ4CRBnVpZO2bkmnKPWocIIxWB0rgHeME6hJTUYILji39sHUQqJ9Gc2AS4FzjdOouUnEYDuqEiUArpggd+bx1DSs4BPycdu1xXFNS+RHNib+BJYH/rLFJyC4ErrEOElYpA6VwGLLAOIWXxeeAe0rGx1kGkPBLNiVOA+wm2n5bac2muKbfUOkRYqQiUSrrQAvzZOoaUzX4Eiwj3sg4ipVNcD/AX4BJAoz61qROdC7FeKgKl9SeC61SlNsWBR0jHztdUQfVLNCc2J1gPcJp1Fimrm3NNudesQ4SZikAppQvz0DxUrasHvgdMJx3b2zqM9F6iOeESzYkzgefQeoAo+IN1gLBz3nvrDLUlHdsReNY6hlREB/Ab4CekCxoJqgKJ5sRkgmkAFYBoeCzXlNvHOkTYaUSg1NKF54DbrWNIRWh0oEokmhMNiebEj4AZqAREyXnWAaqBikB5/NY6gFTU9sDDpGMXkI4Nsg4ja0o0J3YnuCzwF2hBYJTMBG6xDlENNDVQLulYDtjJOsb6vFno5Is3LOedJZ46B6fu3shZ+wxkxjsdnHZLCy3tnoY6+HNyMHtNXHODtXtfa+fs21tW/fnFBZ1cddxgPj25kZOuW8aTb3fSWAd7Tazn/44YRGO949rn2/jJfSvYaLDjhhMGM3pIHa++38mP7mnhquOGVPrbL5eXgK+RLtxvHSTqEs2JwUAa+DbaITCKTsw15a62DlENVATKJR07keBAotCau7iTuUs8u4+vZ/EKzx5/W8oNJw7mW7e1cPY+Azhsm0ZundXGrx9u5b4vdX8o3/vLPVv/72LmnDOcIY2OW2e1cdjWDQB87rrlTN28gdP3HMB+f1/K7Z8fwlXPttHSDt/YewCfvXYZPzt4INuMrrmf07cCPyBdmGkdJGoSzYkBwKnADwm2i5boeRnYPteU67QOUg00NVA+VwM56xDrM354HbuPD16Ahw90bD+2jrcWeZyDRcWlb4UWmDDcrfdxpj3fxmHbNDCkMfi6w7dpxDmHc469JtQzZ1Hwb7HOwYoOz7I2T2M9PPh6O+OH1dViCYDgJMPppGOXkY5tYR0mCorrAL4CzAIuQiUgyn6lEtBzGhEop3Ts01TJyYT5hZ1M/cdSnj1jGG8t6uST/1qGBzo9PHLyULYY2X1n/GjzUs7ZdwBHbNu4xu1tHZ69L1nKHw4dxIFbNHDnq+2k7m5hwvA6/nX0YI6ftoyrjh3CqMHrLxo1YAVwMXA+6cIc6zC1JtGcqANOAn4KTDKOI/ZeB7bONeXarYNUCxWBckvHngBCfaTtklbPQf9cyo8OHMgx2zfyzf+0cNAW9Ry7QyPXPNfG355q5a4vdj01MHdxJzv/dSlvnzOMxvo1X9C/etNyhg5w/P7QddfPNc9oZWGLZ+9N67nwkVZGDXL84bBBq0YValQr8E/gV6QLedso1S/RnHDAccD/ECzYFAH4eq4pp11ee0FTA+V3rnWA9Wnr8Bx7zTJOSjRyzPbBO/rmZ1o5Zvtgjv8zOzTw+Fsd3d7/mufaOHpywzol4H/uW8H8ZZ7ffnLdRdrL2jzNz7Rxxp4D+MHdK7j0qMHsMaGeK2a2lfA7C6WVc9ezSMcuJR1LWAeqRonmxKBEc6IJmA5cg0qAfOgtdCx8r6kIlFu6cBvwkHWMrnjvOeWmFrYfU885+374gj1heB33vx68+N/zWgfbjO7+r8mVz7bz2Z3WnBK45OlWbn+1nSuPHUydW/cd/q8fXsFZew+gsd6xvC044q/OBQUhIhqALwMzSceeJB07k3RsI+tQYZdoTkxKNCcuJPhh/09gF9tEEkI/yTXlWjb8ZbI6TQ1UQjp2EHCfdYy1PfRGOwf+YxmJjeuoK75e//JjAxkx0HHWbS20d8KgBvjz4cE79iff7uCvT7ZyyZGDgWBdwf6XLuXNs4et8YLf8LNFbDHSMXxAcNsx2zfyk4OCovH24k5OvbmFWz4XXC747+faSN+/gpGDgksKxw6NbDddAdxE8AJ3O+lC98MwEVK8BPBo4EvAxwl6o0hXngN2yTXl9G+nl1QEKiUduwv4mHUMqQpvA5cD/yBdeMk6jIVEc2JfglGT44GYcRypDp/KNeW0gVAfqAhUSjq2D/CodQypOv8lOMjqLtKFF63DlEuiOTEKOAQ4rPirLv2T3rg/15Q72DpEtVIRqKR07GbgCOsYUrXmEkwx3QvcS7rwim2cviuu+J9C8MJ/KLAX2v1P+m7vXFPucesQ1UpFoJLSse0INhlq3NCXivTAHFaWgqAY5G3jdK84178jsDPwUYJ3/WNNQ0mt+HeuKXe8dYhqpiJQaenYr4HvWseQmpQnOFzn1bU+3iRdqMgua8V3+lsRvOAnVvt1a3SVkpReG7BDrilXtaNjYaAiUGnp2HCCg2k0ByqV0kpQEtYuCO8CS9f6WE66sM4PhURzYgQwGhhT/Ojq95sRvOsfVtbvRuRDf8w15b5hHaLaqQhYSMe+AFxmHUNkbT8YO/q+W4YNPQjoBHzxwxHsfSASJguA7XJNufetg1Q7DdXZ+BfwiHUIkbWtcM4RvPDXE7z4N6ISIOGUUgkoDRUBC8HQ65kE77pEQmNFFztBioTQI2gr4ZJR07eSLkwnHbsY+Jp1FJGVWtUDyqb1vVbeuvgt2gvt4GDUwaMYc8gY3r3+XT64/wMahgc/jscdN47huwxf476drZ289qvX8O0e3+EZsecIxh09DoDZv5xN5/LgPUX74nYGbzmYLc7agsITBeZdP4/6YfVs/s3NaRjWwIp5K5g3bR6bnbFZZb/50moHTs815TSvXSIqArZ+BHwG0D7zEgqtTkMC5eLqHZucuAmD44PpWN7Bq+lXGbZjsK5yzCfHMOawMd3ft9ER/36c+kH1+HbP7F/OZnhiOEO2HsJWP9xq1de9cdEbDN89KBELbl/AVuduReGxAoVHC4z+xGjmXTuPjY/ZuLzfaPldlGvKzbQOUUs0NWApXXiPkJ9OKNHSiopAuTSObGRwPDino35wPQMnDKT9g/Ye3dc5R/2gYL8l3xGMCqx96kLH8g6WvLCEEbuPWHUf3+7pbO3E1TuWvrSUhpENDNxk3RNBq8hbwE+tQ9QaFQF7/wc8YR1CBKBNIwIV0Tq/lZbXWxg8KSgG7931HrN+PIs5f59Dx9Kuz8zxnZ5Xzn2FF7/5IsN2HMaQSUPW+PyipxcxbIdh1A8OCsPGR21M/sI8S59bSmyfGPNvns/GR1b9aMA5uabcYusQtUaXD4ZBOrYD8DRQ1VVdqt9RE8c/MntA437WOWpZR0sHr/3qNcZ+aiyxKTHaC+3UDw9evOddN4+2QhubnrJp9/df2sEbF73B+M+PZ9Cmg1bdnv9NnlFTRxHbc90zmj546AM6lnUwZKshLLhtAfVD6hl/0njqBlbVe8E7ck25T1qHqEVV9begZqULzwNp6xgibU4/E8rJt3ve/OObjNx3JLEpwQt2Q6wBV+dwdY5RB41i+ezl632M+qH1DJ08lCW5Jatua1/SzvLZy9dZZAjQuaKThQ8vZPRHR/PutHeZeMpEBscHs/DRhaX95sprKXCGdYhapX/04XEBoEMzxFS71giUjfeety59i4HjBzLm0A8XBrYtbFv1+0VPL2LQxEHr3Ld9UfuqKYPO1k6WPL+EAeMHfHi/xxcxfNfh1A1Y90f6/FvnM/oTo3ENjs7W4hXLdXz4++rwvVxT7lXrELVKVw2ERbrQQTr2JWA6miIQIx1OJwCWy7JZy1j4yEIGbjqQV84NtsYfd9w4Fv53IS1vtgAwYMwAJnxpAgBtH7Tx1j/eIn5OnPZCO3MunoPv9OAhtleMEbuOWPXYCx9byNjkumc4tX3QRku+ZdWlhmMOHcPsn8+mfkhwSWGVuBP4i3WIWqY1AmGTjn0fyFjHkGg6aPOJ09+vr9/NOodIUQFI5Jpyb1oHqWWaGgifC4HHrENINHWgEQEJlW+pBJSfikDYpAsdwJeBFdZRJHo6nFMRkLC4KdeU+6d1iChQEQijdOEFtGmGGNCIgITEAuBU6xBRoSIQXheiEwqlwjq1gFjC4fRcU+5d6xBRoSIQVsEUweeAD6yjSHR0OqciINYuzzXlplmHiBIVgTBLF14HTrGOIdHRCY3WGSTSngdOtw4RNSoCYZcuXA/8yTqGRIPX1IDYWQp8JteUW2odJGpUBKrDt4EZ1iGk9qkIiKEzck25561DRJGKQDVIF1YAnyHYXEOkbLymBsTG33NNucusQ0SVikC1SBdeIdhfQKScBmz4S0RKaibwDesQUaYiUE2C9QK/sY4hNU1FQCppMcG6gPUfuShlpSJQfVLAg9YhpPZ0QCfO6WeCVNKpuabcy9Yhok7/6KtNutAOnADMsY4itaXNuVbrDBIpv8015a6yDiEqAtUpXZgLHElwuY1ISbQ6VASkUrLAd61DSEBFoFqlC9OBk4BO6yhSG9pwbdYZJBJywGdzTTn97AoJFYFqli7cSLBmQKTfWp2KgJTdPOBTuabcYusg8qENFgHn3GDn3P3OuXrn3BbOuaecczOcc885505b7etuc849U7z9r66L40ydc0c552YW7/+kc+6A4u39etwunufg1R7r/tVuH+mcm+ace9E594Jzbt9S3N85d3Xx62c45/LOuRnF2w90zj3vnHt2Q5n7LF24APh72R5fIqPVuXbrDFLTVgBH55pyr1sHkTU57/36v8C5rwMN3vs/OOcGFO+zwjk3DHgW2M97/7ZzboT3fpFzzgHTgH97769a67GGAUu99945tzNwjfd+cn8fd63nGElwat+h3vs3nHMbe+/nFT/XDDzovb+k+JxDvPcLS3z/3wAF7/3Pin+OA7d473da73/o/kjHGoHbgY+U7Tmk5r3S2Pja0ZuO39I6h9SsL+aacpdbh5B19WRq4CTgRgDvfav3fkXx9oGr3997v6j42waCa5HXaRje+yX+w+YxdOXX9Pdx1/I54Drv/RvF+698ER8BTKX47rn4nAtLef9iWTkeuHIDGUsrXWgDjgVmVfR5paascK7DOoPUrF+pBITXeotA8V3vVt77/Gq3beacmwm8CZzvvX97tc/dTjAHtJjg3XtXj3m0c+5FglWjJ5fqcVezLTDKOXdfcbrhi8XbtwLmA/9wzk13zl3inBta4vsfCLzrva/8C3K68AGQBN6v+HNLTWh1aGpAymEa8CPrENK9DY0IjAHWeNfrvX/Te78zsDXQ5Jwbt9rnPgmMJ3hX/9GuHtB7f733fjLwaeDnpXrc1TQAexC8KH4SONc5t23x9t2Bv3jvdyO49K6rhXb9uf9nqfRowOrShVkEIwO6DEx6TSMCUgZ3A5/PNeU2NJIrhjZUBJYDg7r6RPEd+3ME74JXv70FuAk4an0P7L1/AJjknBtTyscl2GjnNu/9Uu/9AuABYJfi7XO8948Vv24awQt7Se7vnGsAjgGu3kC+8koX7iMoJPqhLr2iIiAl9jjw6VxTbsUGv1JMrbcIeO8/AOqdc4MAnHObOucGF38/CtgfeMk5N8w5N754ewNwOPDi2o/nnNu6OI+Oc253gjn/9/ryuM65M51zZ3YR+0bgQOdcg3NuCLA38IL3/h3gTefcdsWv+xjQ1ZGXfb3/x4EXvff2O/6lC9cRHFCkFi49piIgJfQ8cHiuKbfEOohsWE/OHr8DOAC4C9ge+I1zzgMOuNB7nysO49/knBsI1AP3AH8FWHkpoPf+rwTD1l90wfXKy4ETilcQ9PpxgcnAw2uH9d6/4Jy7jeBEq07gEu/9ysv3vgFcUVz7MJviaX6rZ+zL/YtOxHJaYG3pwuWkY8OAP1tHkeqwok5FQErideCQXFPuPesg0jM9uXxwN+Ac7/0XKhOpZ5xztwDHeO9DPR9ekcsH1ycd+x5wvslzS1WZNnzo4/8zZvRe1jmkqs0DDsg15XQFUxXZ4OWD3vvpwL092cinkrz3R1RBCTgQuBlYYBYiXfg1cJ7Z80vVaNHUgPTPIuBQlYDq06Mthr33l3rv9UOil7z3D3rvE977g02DpAs/Bv5gmkFCb4Wr05oS6avlBFsHT7cOIr2nswai42zgUusQEl6tTgdYSZ8sA47INeUesA4ifaMiEBXpgge+Cuj8b+nSimCxrkhvLAOSuabcPdZBpO9UBKIkXegEPg/80ziJhJCKgPTSUoJLBO+zDiL9oyIQNelCB8HWzhdZR5FwURGQXlgMHJZryt2/wa+U0FMRiKJ0wZMufBNdTSCrWRHs9SWyIR8AH8815R60DiKloSIQZcHVBN+zjiHhoCIgPTAf+EiuKfe4dRApHRWBqEsXLgBOB60YjzoVAdmAOcDBuabcM9ZBpLRUBATShb8CXwAdQxtlrSoC0r1ngX1zTbmuzmeRKqciIIF04f8RnAWhk8IiqtWpCUiX7iXYNtj+QDUpCxUB+VC6cBNwKMFiIIkYFQHpwpUE2wYXrINI+agIyJrShfuAfQDtFx4xbeoBsqZfAyflmnKhPtNF+k9FQNaVLrxMUAbutY4ildPu9PNAgGDh8Jm5ptz3c0057S0RAfqHL11LF94HPglcbB1FKqMNp58Hshw4LteU+5N1EKkc/cOX7qULbaQLpwLfRpcX1rw2pyIQcW8CU3NNueutg0hl6R++bFi68FvgKGCJdRQpH00NRNr9wB65ptyTlXgy59xg59z9zrn6Lj430Dl3tXPuFefcY865eDePcalzbp5z7tkePudRzrmZzrkZzrknnXMHFG/fwjn3VPH255xzp3Vz/5+vdv87nHMT+vq4zrl7nXNLnHNTepK93Jz3mgKSHkrHdgZuBja3jiKld/BmE59+r6F+d+scUnH/C3w715Sr2D4izrmvAw3e+z908bkzgJ2996c5504Ejvben9DF100leHNymfd+px485zBgqffeO+d2Bq7x3k92zg0geC1cUfyaZ4H9vPdvr3X/Ed77RcXffxPYoZixT4/rnLsP+I73viLla330DkB6Ll2YCexF8O5BakyHY513Z1LTWoCmXFPurEqWgKKTgBu7+dxRQHPx99OAj7kuLm313j8AvN/TJ/TeL/EfvvMdCvji7a3e+5X7pwykm9fFlSWgi/v363HDILTBJKTShXeBjxEcWKThpBrSwbrDtFKz3gD2zzXlLqv0ExffKW/lvc938yUTCdYr4L1vBwrA6BI999HOuReBLMEprCtv38w5N7P4vOevPRqw2ted55x7k6DI/KRUj2tNRUB6L13oKB5YdCjBISRSAzQiEBn3AVNyTbmnjZ5/DLBwPZ/vakOLkrzp8N5f772fDHwa+Plqt7/pvd8Z2Bpocs6N6+b+P/LebwZcAZxZqse1piIgfZcu3AHsCjxgHUX6rxMVgRrXCfwC+ESuKWdZ4JcDg1b+ofgue4ZzuxU4NwAACMVJREFUbkbxpjnAZsXPNQAxejEF0BPFaYVJzrkxa93+NvAccOAGHmLlluylflwTKgLSP+nC28BH0VRB1esMfuhKbXqT4Pjgcw3WA6zBe/8BUO+cG1T884+897t673ctfslNQFPx98cB96w2B79BzrkznXNndnH71ivXGjjndgcGAO855zZ1zg0u3j4K2B94qYv7b7PaH48EXizF44aBioD0n6YKakInqAjUpmuBXXJNuTCN3N0BHNDN5/4OjHbOvQKcA6QAnHMTnHO3rvwi59yVwKPAds65Oc65U4qfmgy818XjHgs8Wxx5+BNwQrFgbA885px7hmAh9IXe+1zxOS5Z7RK/jHPu2eKc/yHAWX193LDR5YNSWunYBIKDSqZaR5He2TW+2dwO58Zb55CSWQZ8K9eUC93uoM653YBzvPdfKMNj3wIc470P9RkJunxQateHUwXfI7g8SapEJzRaZ5CSmUGwQVDoSgCA9346cG9XGwqV4LGPqIIScC+wFdBmnQU0IiDllI5NBv5BcICRhFwivlkB52LWOaRfPPB74Ae5ptyKDX2xCKgISLmlY/UE83w/Y7WVwhI+ifhmy3BuiHUO6bMXga/kmnIPWweR6qIiIJWh0YHQS8Q3a0dXDlSjduDXwM80CiB9oSIglZOO1RGMDvwcjQ6Eige/85abd7WRi4Tb08DJuabcM9ZBpHqpCEjlpWPbEYwO7GsdRQKt0LrHlpsPsM4hPbYcSAO/yTXlOoyzSJVTERAbwejA1wh2OtvIOE3kLXVuyT7xzYZZ55AeuR/4aq4pN8s6iNQGXT4oNtKFTtKFvwDbAH8B9K7GUJtzprvNSY/MJdhx7yMqAVJKGhGQcEjHdiE4F10bERmYV18//2ObTxxrnUO6tAL4HXBerim3xDqM1B4VAQmXdOxE4AJgU+soUTKnof7twzabOME6h6zjBuD/t3c/IXZedRjHvzdh4kSbvLWJIaPFhRqogtg/FEKUSOM/CFYSq+Aqr0UXgkpbupTC2bS0EHdB6MJi24USqDarltaADSStiEhzbEQjSWnsohqlr6lt7gxNXZwZkqZDMknnznnv/X0/8DJ3CGSeBIbz3HPOPefe3OYTtYNocrk0oH5J3a8oZ4U/QHknpBUw69JA37xEuSVwtyVAo2YRUP+k7n+k7ifAZyjviDRiw8GgF0ediv8AP6ZcEvTb2mEUg4eHqL9SdwLYTWq2UmYIbqucaGLNDgZu1qzrDOVo4J/mNne1wygWi4D6L3UvADtIzVeA+4FbKyeaOEOXBmp5k3J17UO5zYtdnSuNnEVA4yN1zwLPkppdlMNUPlc30OQYOiOw0obAw8ADuc2v1Q6j2NwjoPGTuieBm4A7gKOV00wEi8CKmaMUgE/lNt9lCVAfOCOg8ZS6d4Bfk5rfAN8E7sMZgqvmpwZG7izwGPBgbvPJ2mGkC1kENN5KIXgCeILUfAm4B9gJeIHOFRgOBh4oMhqngZ8B+3Kb/1U7jLQYi4AmR+oOAgfnLzW6m3Ic69q6ocaDSwPL7jjlNMBf5Da/VTuMdCmeLKjJlZoNwA+AHwIzldP02qPr1x3Zu+HD22rnmABHgL3Agdzmc7XDSEthEdDkS80a4DuUZYMbK6fppYeb9Yf3XXft52vnGFNDyvLUvtzm52uHka6USwOafKmbpWzUeozUbAe+B3wL+GDVXD0yXDXw3euVO075BMCjuc2na4eRrpZFQLGk7hBwiNT8CPg2cCfwhbqh6nOz4JKdpbz7/znwu9xm/9809iwCiil1Z4BHgEdIzRbgu8Aegt56aBG4rD9SBv9f5ja/XjuMtJzcIyAtSM0q4MuUWYJdwHTdQCvnvo3XPffkumu+WDtHzxwD9gP7c5v/UjuMNCrOCEgLUncOeAZ4htRcC9wO7Aa+xoTvJxgOPHZh3l85P/j/uXYYaSVYBKTFpO514HHgcVKzFvgqZZbgdmBDzWijMBt7aeDvnB/8X6wdRlppFgHpclL3FnAAOEBqVgPbKaVgF/DxmtGWy+wg1JTAHOXz/k8BT+U2e1+FQnOPgPR+pOYW4OvADmArsKZuoKvz/c2bnvv92ulJ3iPwCvA0ZfA/mNt8pnIeqTcsAtJyKUsI24Db5p9bgamqmZZoz8ymQ3+ant5eO8cyegN4njL4P53bfKxyHqm3XBqQlktZQjg4/0BqPkQ5o2ChGNwCrK4V71Lmxn9p4B/A4QueF3ObvT9BWgJnBKSVkpr1lFmCmy94ttCDmxLv+Ojmw3/7wJpxOWL4beAoFwz8uc2n6kaSxpdFQKopNeso9x/cxPly8GlWeLbuGx+bOXJyzVQfLx16DciUgf/o/Otjuc1nq6aSJohFQOqb1EwDnwVuAD550bNpFD9y5/UzL5yamto6ir97Cc4BrwIvUz7KtzDw59zmf1bKJIXhHgGpb1J3FvjD/HPRnzXrgE/w3oKwGfgI5YyDK/69nhsMVl194MsaAqcpO/dfBk7OPwuvX8ltnhvhz5d0Cc4ISJMkNQOgoZSCjYt83QhcQzk+eRpYC0zvvH7m1KmpqRsoJWI158vEcJFn9qLv/0sZ6P89//Vdr3Ob3xjpv1nS+2IRkCQpsFFOB0qSpJ6zCEiSFJhFQJKkwCwCkiQFZhGQJCkwi4AkSYFZBCRJCswiIElSYBYBSZICswhIkhSYRUCSpMAsApIkBWYRkCQpMIuAJEmBWQQkSQrMIiBJUmAWAUmSArMISJIUmEVAkqTALAKSJAVmEZAkKTCLgCRJgVkEJEkKzCIgSVJgFgFJkgKzCEiSFJhFQJKkwCwCkiQFZhGQJCkwi4AkSYFZBCRJCswiIElSYBYBSZICswhIkhSYRUCSpMAsApIkBWYRkCQpMIuAJEmBWQQkSQrMIiBJUmAWAUmSArMISJIUmEVAkqTALAKSJAVmEZAkKTCLgCRJgVkEJEkKzCIgSVJgFgFJkgKzCEiSFJhFQJKkwCwCkiQFZhGQJCkwi4AkSYFZBCRJCuz/KuNcgK6ksSYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#男引体 分段饼图\n",
    "edu = data_man['男引体分段'].value_counts()\n",
    "plt.figure(figsize=(9,9))\n",
    "_ = plt.pie(edu,autopct='%0.2f%%',\n",
    "            labels=edu.index,wedgeprops={'width':0.5},\n",
    "            pctdistance=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_women['女800米跑分段']=pd.cut(data_women['女800米跑分数'],bins=4)\n",
    "data_women['女跳远分段']=pd.cut(data_women['女跳远分数'],bins=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '女800米跑分段')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#女800米跑分段 柱状图\n",
    "bc=data_women['女800米跑分段'].value_counts()\n",
    "plt.figure(figsize=(12,9))\n",
    "plt.bar(x=np.arange(4),\n",
    "       height=bc,\n",
    "       tick_label=bc.index,\n",
    "       width=0.8)\n",
    "plt.title(label='女800米跑分段')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '女跳远分段')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#女跳远分段 柱状图\n",
    "bc=data_women['女跳远分段'].value_counts()\n",
    "plt.figure(figsize=(12,9))\n",
    "plt.bar(x=np.arange(4),\n",
    "       height=bc,\n",
    "       tick_label=bc.index,\n",
    "       width=0.8)\n",
    "plt.title(label='女跳远分段')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "#体重分布\n",
    "data_man['体重分布']=pd.cut(data_man['BMI'],bins=[-np.inf,16.4,23.2,26.3,np.inf],labels=['低体重','正常','超重','肥胖'])\n",
    "data_women['体重分布']=pd.cut(data_man['BMI'],bins=[-np.inf,16.4,22.7,25.2,np.inf],labels=['低体重','正常','超重','肥胖'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_all=data_man['体重分布'].value_counts()+data_women['体重分布'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#\n",
    "p1 = [len(data_man),len(data_women)] # 外圈\n",
    "p2 = data_all # 内圈\n",
    "plt.figure(figsize=(9,9))\n",
    "plt.pie(p1,radius=1,\n",
    "        autopct='%0.2f%%',\n",
    "        pctdistance=0.85,\n",
    "        labels = ['男','女'],\n",
    "        wedgeprops={'linewidth':5,# 间隔的宽度\n",
    "                    'width':0.3, # 饼图的宽度\n",
    "                    'edgecolor':'white'},# 间隔的颜色\n",
    "        textprops={'fontsize':18})\n",
    "_ = plt.pie(p2,\n",
    "        radius=0.7,\n",
    "        autopct='%0.2f%%',\n",
    "        pctdistance=0.55,\n",
    "        labels =data_all.index,\n",
    "        wedgeprops={'linewidth':5,# 间隔的宽度\n",
    "                    'width':0.7, # 饼图的宽度\n",
    "                    'edgecolor':'white'},\n",
    "        textprops={'fontsize':10},\n",
    "        labeldistance=0.75)# 间隔的颜色\n",
    "# plt.rcParams['font.family'] = 'Kaiti SC' # 全局设置\n",
    "# plt.rcParams['font.size'] = 18\n",
    "# plt.legend(data_all.index,title = '体重程度')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
